Test photo cows-pasture

cows-pasture

License: CC0-1.0
Author: W.carter
Source: Wikimedia Commons, https://commons.wikimedia.org/wiki/File:Black_and_white_cows_relaxing_in_Brodalen.jpg (CC0 1.0 by the author, checked 2026-10-27); downscaled to 1600x900, metadata removed
Hard cases: crowd, occlusion

Hover any output to magnify the same spot in every output of that task.

Object detection

D-FINE l — D-FINE lFails: labels a distant cow as a person

D-FINE m

D-FINE n

D-FINE s — D-FINE sFails: labels a distant cow as a person

D-FINE x — D-FINE xFails: labels a distant cow as a person

DEIMv2 l

DEIMv2 m — DEIMv2 mFails: labels a distant cow as a person

DEIMv2 s

DEIMv2 x — DEIMv2 xFails: labels a distant cow as a person

Grounding DINO base

Grounding DINO tiny

GTR l

GTR m — GTR mFails: labels a distant cow as a person

GTR s

GTR x

LLMDet base

LLMDet large

LLMDet tiny

MM-Grounding-DINO base

MM-Grounding-DINO large — MM-Grounding-DINO largeFails: misses the large cow lying at left

MM-Grounding-DINO tiny

RF-DETR large

RF-DETR medium

RF-DETR nano

RF-DETR small

RT-DETRv4 l

RT-DETRv4 m — RT-DETRv4 mFails: labels a distant cow as a person

RT-DETRv4 s

RT-DETRv4 x

YOLO11 l — YOLO11 lFails: misses the group of cows lying on the right

YOLO11 m

YOLO11 n

YOLO11 s — YOLO11 sFails: misses the group of cows lying on the right

YOLO11 x

YOLO26 l

YOLO26 m

YOLO26 n

YOLO26 s

YOLO26 x

YOLOv8 l

YOLOv8 m

YOLOv8 n

YOLOv8 s

YOLOv8 x — YOLOv8 xFails: misses the group of cows lying on the right

Instance segmentation

EoMT large-1280

EoMT large-640

GTR-Seg l

GTR-Seg m

GTR-Seg s

GTR-Seg x

RF-DETR-Seg 2xlarge

RF-DETR-Seg large

RF-DETR-Seg medium

RF-DETR-Seg nano

RF-DETR-Seg small

RF-DETR-Seg xlarge

YOLO11-seg l — YOLO11-seg lFails: misses the two black cows on the right

YOLO11-seg m

YOLO11-seg n — YOLO11-seg nFails: misses the cow lying mid-field

YOLO11-seg s — YOLO11-seg sFails: misses the cow lying mid-field

YOLO11-seg x

YOLO26-seg l

YOLO26-seg m

YOLO26-seg n

YOLO26-seg s

YOLO26-seg x

YOLOv8-seg l — YOLOv8-seg lFails: misses the cow lying mid-field

YOLOv8-seg m

YOLOv8-seg n — YOLOv8-seg nFails: misses the two black cows and the cow lying mid-field

YOLOv8-seg s

YOLOv8-seg x — YOLOv8-seg xFails: misses the two black cows on the right